Robust estimation in growth curve models |
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Authors: | Jane F. Pendergast James D. Broffitt |
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Affiliation: | 1. Department of Statistics , University of Florida , Gainesvile, Florida;2. Department of Statistics and Actuarial Science , University of Iowa , Iowa City, Iowa |
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Abstract: | The growth curve model introduced by potthoff and Roy 1964 is a general statistical model which includes as special cases regression models and both univariate and multivariate analysis of variance models. The methods currently available for estimating the parameters of this model assume an underlying multivariate normal distribution of errors. In this paper, we discuss tw robst estimators of the growth curve loction and scatter parameters based upon M-estimation techniques and the work done by maronna 1976. The asymptotic distribution of these robust estimators are discussed and a numerical example given. |
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Keywords: | Growth curves linear Model M-estimation robust estimation |
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